EP3870039A4 - Réseaux neuronaux pour le dépistage de la fibrillation auriculaire - Google Patents

Réseaux neuronaux pour le dépistage de la fibrillation auriculaire Download PDF

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Publication number
EP3870039A4
EP3870039A4 EP19875585.2A EP19875585A EP3870039A4 EP 3870039 A4 EP3870039 A4 EP 3870039A4 EP 19875585 A EP19875585 A EP 19875585A EP 3870039 A4 EP3870039 A4 EP 3870039A4
Authority
EP
European Patent Office
Prior art keywords
neural networks
atrial fibrillation
fibrillation screening
screening
atrial
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP19875585.2A
Other languages
German (de)
English (en)
Other versions
EP3870039A1 (fr
Inventor
Itzhak Zachi ATTIA
Paul A. Friedman
Peter A. NOSEWORTHY
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Mayo Foundation for Medical Education and Research
Original Assignee
Mayo Foundation for Medical Education and Research
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Mayo Foundation for Medical Education and Research filed Critical Mayo Foundation for Medical Education and Research
Publication of EP3870039A1 publication Critical patent/EP3870039A1/fr
Publication of EP3870039A4 publication Critical patent/EP3870039A4/fr
Pending legal-status Critical Current

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    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316—Modalities, i.e. specific diagnostic methods
    • A61B5/318—Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/346—Analysis of electrocardiograms
    • A61B5/349—Detecting specific parameters of the electrocardiograph cycle
    • A61B5/361—Detecting fibrillation
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316—Modalities, i.e. specific diagnostic methods
    • A61B5/318—Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316—Modalities, i.e. specific diagnostic methods
    • A61B5/318—Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/333—Recording apparatus specially adapted therefor
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
    • A61B5/7235—Details of waveform analysis
    • A61B5/7264—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
    • A61P7/00—Drugs for disorders of the blood or the extracellular fluid
    • A61P7/02—Antithrombotic agents; Anticoagulants; Platelet aggregation inhibitors
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00—ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/10—ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to drugs or medications, e.g. for ensuring correct administration to patients

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  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Cardiology (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • Medical Informatics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Surgery (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Pathology (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Chemical & Material Sciences (AREA)
  • Medicinal Chemistry (AREA)
  • Fuzzy Systems (AREA)
  • Psychiatry (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Physiology (AREA)
  • Theoretical Computer Science (AREA)
  • Signal Processing (AREA)
  • Primary Health Care (AREA)
  • Pharmacology & Pharmacy (AREA)
  • General Chemical & Material Sciences (AREA)
  • Diabetes (AREA)
  • Hematology (AREA)
  • Chemical Kinetics & Catalysis (AREA)
  • Epidemiology (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Organic Chemistry (AREA)
  • General Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
EP19875585.2A 2018-10-26 2019-10-24 Réseaux neuronaux pour le dépistage de la fibrillation auriculaire Pending EP3870039A4 (fr)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201862751395P 2018-10-26 2018-10-26
PCT/US2019/057891 WO2020086865A1 (fr) 2018-10-26 2019-10-24 Réseaux neuronaux pour le dépistage de la fibrillation auriculaire

Publications (2)

Publication Number Publication Date
EP3870039A1 EP3870039A1 (fr) 2021-09-01
EP3870039A4 true EP3870039A4 (fr) 2022-08-10

Family

ID=70331895

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19875585.2A Pending EP3870039A4 (fr) 2018-10-26 2019-10-24 Réseaux neuronaux pour le dépistage de la fibrillation auriculaire

Country Status (4)

Country Link
US (1) US12053287B2 (fr)
EP (1) EP3870039A4 (fr)
CA (1) CA3158504A1 (fr)
WO (1) WO2020086865A1 (fr)

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US11672464B2 (en) 2015-10-27 2023-06-13 Cardiologs Technologies Sas Electrocardiogram processing system for delineation and classification
WO2019038435A1 (fr) 2017-08-25 2019-02-28 Cardiologs Technologies Sas Interface utilisateur destinée à l'analyse d'électrocardiogrammes
US12016694B2 (en) 2019-02-04 2024-06-25 Cardiologs Technologies Sas Electrocardiogram processing system for delineation and classification
US20210212626A1 (en) * 2019-12-13 2021-07-15 Tata Consultancy Services Limited Method and device to continuously monitor and determine cardiac health of a person
JP2023544242A (ja) 2020-08-10 2023-10-23 コーニンクレッカ フィリップス エヌ ヴェ 心イベントを検出及び／又は予測するための、心電図処理システム
US11911165B2 (en) * 2020-12-08 2024-02-27 Samsung Electronics Co., Ltd. Systems and methods for atrial fibrillation burden estimation, notification and management in daily free-living scenarios
ES2924149B2 (es) * 2021-03-17 2023-02-02 Fundacion Para La Investigacion Biomedica Del Hospital Univ De La Princesa Metodo de pronostico de una arritmia auricular a partir de un electrocardiograma de ritmo sinusal
WO2022197037A1 (fr) * 2021-03-18 2022-09-22 연세대학교 산학협력단 Appareil et procédé de prédiction d'un pronostic de fibrillation auriculaire

Citations (5)

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WO2007036835A1 (fr) * 2005-09-29 2007-04-05 Philips Intellectual Property & Standards Gmbh Systeme et procede de surveillance de la fonction cardiaque d'un patient a la maison
US20150126875A1 (en) * 2013-11-01 2015-05-07 Cardiio, Inc. Method and system for screening of atrial fibrillation
CN106073755A (zh) * 2016-05-27 2016-11-09 成都信汇聚源科技有限公司 一种微型动态心电监测设备上房颤自动识别的实现方法
WO2016195366A1 (fr) * 2015-06-01 2016-12-08 울산대학교 산학협력단 Dispositif de prédiction d'arythmie ventriculaire et procédé associé
CN108186011A (zh) * 2017-12-13 2018-06-22 深圳竹信科技有限公司 房颤检测方法、装置及可读存储介质

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US6931273B2 (en) * 2000-04-11 2005-08-16 University Of California San Francisco Database of body surface ECG P wave integral maps for localization of left-sided atrial arrhythmias
AU2001293572A1 (en) * 2000-09-20 2002-04-02 Mcgill University Method and system for detection of cardiac arrhythmia
WO2007059362A2 (fr) * 2005-11-21 2007-05-24 The Board Of Regents Of The University Of Oklahoma Activation des recepteurs alpha du myocarde par la moelle epiniere produisant une cardioprotection contre l'ischemie, les arhythmies et l’insuffisance cardiaque
US8155735B2 (en) * 2006-09-19 2012-04-10 The Cleveland Clinic Foundation Prediction and prevention of postoperative atrial fibrillation in cardiac surgery patients
WO2008128034A1 (fr) * 2007-04-12 2008-10-23 University Of Virginia Patent Foundation Procédé, système et programme informatique destinés à la classification non invasive du rythme cardiaque
WO2009124187A1 (fr) * 2008-04-04 2009-10-08 Draeger Medical Systems, Inc. Système de détection de l’état du cœur
US10286212B2 (en) * 2009-03-20 2019-05-14 Electrocore, Inc. Nerve stimulation methods for averting imminent onset or episode of a disease
CN103038772B (zh) * 2010-03-15 2017-10-24 新加坡保健服务集团有限公司 预测患者的存活性的系统和装置
SG11201509901VA (en) * 2013-06-06 2016-01-28 Tricord Holdings L L C Modular physiologic monitoring systems, kits, and methods
WO2014205310A2 (fr) * 2013-06-21 2014-12-24 The Board Of Trustees Of The Leland Stanford Junior University Techniques pour prédire des arythmies cardiaques sur la base de signaux provenant de dérivations d'électrocardiographie
US20190038148A1 (en) * 2013-12-12 2019-02-07 Alivecor, Inc. Health with a mobile device
US11406313B2 (en) * 2014-06-17 2022-08-09 University Of Virginia Patent Foundation System and method for improved cardiac rhythm classification from the time between heart beat intervals using non-linear dynamics
WO2019038435A1 (fr) * 2017-08-25 2019-02-28 Cardiologs Technologies Sas Interface utilisateur destinée à l'analyse d'électrocardiogrammes
US10537263B2 (en) * 2015-12-07 2020-01-21 Smart Solutions Technologies, S.L. Atrial fibrillation detection system and methods of use
EP3558101B1 (fr) * 2016-12-21 2022-06-08 Emory University Procédés et systèmes pour déterminer une activité cardiaque anormale
US10602942B2 (en) * 2017-08-25 2020-03-31 Cambridge Heartwear Limited Method of detecting abnormalities in ECG signals
EP3456246A1 (fr) * 2017-09-19 2019-03-20 Tata Consultancy Services Limited Classificateur binaire en cascade permettant d'identifier des rythmes dans un signal d'électrocardiogramme (ecg) à fil unique
EP3731748B1 (fr) * 2017-09-21 2021-06-02 Koninklijke Philips N.V. Détection de fibrillation auriculaire à l'aide d'enregistrements ecg à dérivation unique
EP3761869A4 (fr) * 2018-03-07 2021-12-01 Technion Research & Development Foundation Limited Prédiction de la fibrillation auriculaire au moyen de la variabilité de fréquence cardiaque
US11538585B2 (en) * 2018-06-08 2022-12-27 Cambridge Heartwear Limited Detecting abnormalities in ECG signals
WO2019241407A1 (fr) * 2018-06-12 2019-12-19 Braemar Manufacturing, Llc Prédiction de la fibrillation auriculaire ou de l'accident vasculaire cérébral en utilisant l'analyse des ondes p
US10463314B1 (en) * 2018-07-19 2019-11-05 Toyota Motor Engineering & Manufacturing North America, Inc. Systems and methods for predicting and detecting a cardiac event

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2007036835A1 (fr) * 2005-09-29 2007-04-05 Philips Intellectual Property & Standards Gmbh Systeme et procede de surveillance de la fonction cardiaque d'un patient a la maison
US20150126875A1 (en) * 2013-11-01 2015-05-07 Cardiio, Inc. Method and system for screening of atrial fibrillation
WO2016195366A1 (fr) * 2015-06-01 2016-12-08 울산대학교 산학협력단 Dispositif de prédiction d'arythmie ventriculaire et procédé associé
CN106073755A (zh) * 2016-05-27 2016-11-09 成都信汇聚源科技有限公司 一种微型动态心电监测设备上房颤自动识别的实现方法
CN108186011A (zh) * 2017-12-13 2018-06-22 深圳竹信科技有限公司 房颤检测方法、装置及可读存储介质

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See also references of WO2020086865A1 *

Also Published As

Publication number Publication date
US20220047201A1 (en) 2022-02-17
EP3870039A1 (fr) 2021-09-01
WO2020086865A1 (fr) 2020-04-30
US12053287B2 (en) 2024-08-06
CA3158504A1 (fr) 2020-04-30

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